{"id":"W2033216073","doi":"10.1016/s1091-255x(02)00282-2","title":"80","year":2003,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Resection; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004837158,0.0001079285,0.0004130853,0.0001696874,0.00003993589,0.00001252409,0.0000372321,0.00001487414,0.0001569063],"category_scores_gemma":[0.001190672,0.00008096709,0.000344924,0.0001574564,0.00005177432,0.00007721299,0.000009190307,0.0002350681,0.00001459972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006217627,"about_ca_system_score_gemma":0.0002651302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003402892,"about_ca_topic_score_gemma":0.000001046002,"domain_scores_codex":[0.9989485,0.00004000256,0.0004306842,0.0000820477,0.0002854115,0.0002133901],"domain_scores_gemma":[0.9988773,0.0002663868,0.0002560144,0.0001040565,0.0003191857,0.0001770514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002464695,0.0001096038,0.957956,0.00003561434,0.00005526546,0.001502907,0.00003076479,0.00000169129,0.002164662,0.00007035626,0.03656628,0.001260417],"study_design_scores_gemma":[0.0008932489,0.0006851258,0.8801715,0.000796648,0.0001599967,0.09551859,0.0002724251,0.000002450326,0.001581283,0.0001542693,0.01964006,0.0001243409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988875,0.001998727,0.0008354129,0.001231234,0.0003886037,0.00004954024,8.270723e-7,0.00001443168,0.006606205],"genre_scores_gemma":[0.9934809,0.00004326093,0.005499227,0.0003431214,0.0003242756,7.573748e-7,4.243815e-7,0.00001300924,0.0002950024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09401568,"threshold_uncertainty_score":0.3301742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233679619715084,"score_gpt":0.2644371581380673,"score_spread":0.2321003619409165,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}